CrowdStrike to acquire Dreadnode for automated AI security testing
Dreadnode's capabilities will be integrated into the Falcon platform.
How is the market for securing AI applications and agents evolving, and which vendors show material change in capabilities, commercial traction, workforce, funding, partnerships, customer adoption, positioning or risk?
Products that protect AI systems themselves: the traffic between applications, agents, models and tools; the prompts, outputs and tool calls; the models and their supply chain; and the permissions and identities AI agents act with. It covers startups built for this and the AI security product lines of platform vendors, including those bought in. 48 vendors, 6 October–5 November 2026.
Vendors placed by size and by growth, from public data we collect: headcount, followers, funding, customers, open roles, launches and mentions. It does not rate product quality, customer satisfaction or strategy. Computed 2026-11-05 over the last 90 days.
AI security 39
AI security 39Incumbent 9
Marks after a name: ◌ innovating · ⚒ hiring · $ raised in the last year · "(was …)" moved stage since the previous map. Each mark belongs to the name before it.
HiddenLayer, Zenity ◌, WitnessAI, Oasis Security, Noma Security ◌, Airia $
Straiker ◌ $, Quilr, Hush Security ◌ $, Cranium AI, Aurascape $, Rein Security $, Lasso Security ◌ $, Harmonic Security ⚒ $, Geordie AI, Singulr AI, Aembit ◌, Clutch Security, AIR Security $, Arthur AI, Mindgard $
Token Security ◌ ⚒, NeuralTrust ◌ ⚒ $, Operant AI ◌, Vijil ◌ $, Knostic ◌, DeepKeep ◌, Pillar Security, Adversa AI ◌, Giskard, MintMCP ⚒ $, Lumeus.ai
Guardrails AI $, Lunar.dev, Enkrypt AI ◌, Repello AI, Highflame, Zaun, Optimus Labs
Zenity, Aembit
Straiker, MintMCP, Vijil, AIR Security, Hush Security, NeuralTrust, Aurascape, HiddenLayer, Knostic, Token Security, DeepKeep, Harmonic Security, Rein Security, Lasso Security, Noma Security, Adversa AI, Operant AI, Giskard, Enkrypt AI, Pillar Security, Mindgard, Geordie AI, WitnessAI, Zaun, Oasis Security, Cranium AI, Guardrails AI, Airia, Arthur AI, Quilr, Highflame, Clutch Security, Singulr AI, Repello AI, Optimus Labs, Lunar.dev
Lumeus.ai
Zenity, Straiker, Noma Security, Aembit, Hush Security, Lasso Security, Token Security, NeuralTrust, Vijil, Knostic, Operant AI, DeepKeep, Adversa AI, Enkrypt AI
MintMCP (9 open roles, 60 per 100 staff), NeuralTrust (6 open roles, 17 per 100 staff), Harmonic Security (9 open roles, 10 per 100 staff), Token Security (5 open roles, 9 per 100 staff)
MintMCP (round not stated, 2026-10), Lasso Security (Seed, 2026-10), Harmonic Security (round not stated, 2026-10), Rein Security (Series A, 2026-10), Guardrails AI (Seed, 2026-09), AIR Security (Seed, 2026-09), Mindgard (Series A, 2026-08), Hush Security (Series A, 2026-07), Straiker (Series A, 2026-06), NeuralTrust (Seed, 2026-06), Aurascape (Series A, 2026-04), Vijil (Series A, 2025-11), Airia (Seed, 2025-11)
Promptfoo — by OpenAI, 2026-03-09; Katanemo — by DigitalOcean, 2026-04-01; Natoma — by Snowflake, 2026-05-27; Portkey — by Palo Alto Networks, 2026-05-29; TrojAI — by A10 Networks, 2026-06-15
Check Point; Cisco; Cloudflare; CrowdStrike; F5; Kong; Palo Alto Networks; SentinelOne; Zscaler
| Input | Axis | Weight |
|---|---|---|
| LinkedIn headcount (latest count) | scale | 0.35 |
| Disclosed funding total (optional) | scale | 0.30 |
| Customer evidence, weighted, last 12 months named customer in their own words 3, named in the vendor's words 2, unnamed 1 | scale | 0.25 |
| LinkedIn followers | scale | 0.10 |
| Headcount change in the period (optional) | momentum | 0.30 |
| Launches and partnerships in the period | momentum | 0.25 |
| Earned mentions in the period | momentum | 0.15 |
| Open roles per 100 staff | momentum | 0.15 |
| Crunchbase growth score (secondary) (optional) | momentum | 0.10 |
| Own LinkedIn posts in the period | momentum | 0.05 |
Each input is a percentile rank among the rated vendors; an axis is the weighted mean of its inputs. On the map, the angle is the stage, by scale: Emerging under 25, Building from 25, Scaling from 50, Executing from 75, left to right. The distance from the base is momentum: holding under 33, growing from 33, accelerating from 67. A vendor moves right as it grows and outward as it speeds up.
CrowdStrike completed an acquisition on 3 November.
Harmonic Security raised a $50M series b round led by Crosspoint Capital Partners, bringing total funding to $76 million on 14 October. Rein Security raised a $25M series a round on 8 October. Harmonic Security raised a $50M round on 14 October.
14 customer or deployment announcements, 13 of them naming the customer.
95 developments in 30 days, plus 9 hiring or headcount signals. The 4 most active vendors account for 36% of them (CrowdStrike 13, F5 7, Kong 7, Zscaler 7). 16 vendors were watched and had none. 2 are not fully collected yet.
| Vendor | Development | Evidence | Why it matters |
|---|---|---|---|
| CrowdStrike | CrowdStrike to acquire Dreadnode for automated AI security testing Acquisition · 3 Nov 2026 | benzinga.com · 19 sources Reported by multiple independent sources | Bought by CrowdStrike. |
| Harmonic Security | Harmonic Security Raises $50 Million Series B, Enabling Safe AI Adoption for Millions More Employees Funding · seen 14 Oct 2026, date unknown | siliconangle.com · 6 sources Reported by multiple independent sources | A $50M series b round. |
| Rein Security | Rein Security Closes $25 Million Series A Funding · 8 Oct 2026 | fintech.global · 6 sources Reported by multiple independent sources | A $25M series a round. |
| Harmonic Security | Harmonic Security Raises $50 Million for Workforce AI Protection Funding · 14 Oct 2026 | itsecuritynews.info · 3 sources Reported by multiple independent sources | A $50M round. |
| CrowdStrike | CrowdStrike and NVIDIA Expand AI Agent Security from Software to Silicon Partnership · 21 Oct 2026 | esecurityplanet.com · 3 sources Reported by multiple independent sources | CrowdStrike announced expanded collaboration with NVIDIA to extend AI-native security from software to silicon, integrating Falcon Guardian with… |
| Cloudflare | Cloudflare discloses KV cache exposure in GLM-5.3 Workers AI model Incident · 26 Oct 2026 | the company's website · 1 source Vendor sources only | A change at one vendor. |
| CrowdStrike | CrowdStrike launches AI kill switch for Falcon Guardian customers Product expansion · 3 Nov 2026 | @undercodenews.bsky.social on Bluesky · 6 sources Also reported independently | |
| Kong | Kong Konnect launches AI Cost Management Product expansion · 4 Nov 2026 | @news-it.bsky.social on Bluesky · 4 sources Also reported independently |
| Aembit | Aembit Extends Access Controls to Personal AI Agents | Product launch · 6 Oct 2026 | 7 sources · Reported by multiple independent sources |
| Vijil | Vijil launches DART automated red-teaming system for AI agents | Product launch · 7 Oct 2026 | 4 sources · Reported by multiple independent sources |
| Adversa AI | Adversa AI launches Coding Agent Security Platform for real-time protection | Product launch · 29 Oct 2026 | 3 sources · Reported by multiple independent sources |
| Aembit | Aembit launches security support for personal AI agents like Meta Muse | Product launch · 7 Oct 2026 | 3 sources · Reported by multiple independent sources |
| Knostic | Knostic launches agents security platform with Shadow AI focus | Product launch · 22 Oct 2026 | 4 sources · Also reported independently |
| CrowdStrike | CrowdStrike launches Agentic Adversary Emulation and mobile threat app | Product launch · 4 Nov 2026 | 3 sources · Also reported independently |
| Palo Alto Networks | Palo Alto Networks launches Unit 42 Managed Agentic Endpoint Security | Product launch · 19 Oct 2026 | 3 sources · Also reported independently |
| Cisco | Cisco launches DefenseClaw for physical AI security | Product launch · 14 Oct 2026 | 3 sources · Also reported independently |
| Cloudflare | Cloudflare launches analytics for AI agent access and access policies | Product launch · 4 Nov 2026 | 2 sources · Also reported independently |
| Cisco | Cisco introduces Project Quarry for standardized agent defense language | Product launch · 28 Oct 2026 | 2 sources · Also reported independently |
| CrowdStrike | CrowdStrike adds PHP2Shell protection to Falcon platform | Product launch · 21 Oct 2026 | 2 sources · Also reported independently |
| MintMCP | MintMCP rebrands to Mintive, launches unified AI agent platform | Product launch · 12 Oct 2026 | 2 sources · Also reported independently |
| Knostic | Knostic releases Auto Patcher for OpenAnt | Product launch · 11 Oct 2026 | 2 sources · Also reported independently |
| Cisco | Cisco’s Privileged Infrastructure Access ties admin and AI agent privileges to the task | Product launch · 26 Oct 2026 | 1 source · Also reported independently |
| Cloudflare | Cloudflare: Aegis: The AI Firewall | Product launch · 16 Oct 2026 | 1 source · Also reported independently |
| CrowdStrike | Cogentrix Energy uses CrowdStrike Falcon for AI security and automation | Customer evidence · 16 Oct 2026 | 4 sources · Vendor sources only |
| Singulr AI | KVC Health Systems runs Singulr AI for AI governance | Customer evidence · 4 Nov 2026 | 1 source · Vendor sources only |
| Rein Security | Swimlane runs Rein Security across AI agents and code | Customer evidence · 4 Nov 2026 | 1 source · Vendor sources only |
| Zscaler | BioIVT gains visibility into shadow AI using Zscaler Zero Trust | Customer evidence · 28 Oct 2026 | 1 source · Vendor sources only |
| WitnessAI | Top-10 US wealth manager selects WitnessAI after evaluating 8 vendors | Customer evidence · 27 Oct 2026 | 1 source · Vendor sources only |
| Kong | World Wide Technology runs LLMaaS on Kong AI Gateway | Customer evidence · 27 Oct 2026 | 1 source · Vendor sources only |
| F5 | F5 brings application delivery and security to Telenor AI Factory | Customer evidence · 22 Oct 2026 | 1 source · Vendor sources only |
| Rein Security | Lemonade uses Rein Security for AI agent protection | Customer evidence · 21 Oct 2026 | 1 source · Vendor sources only |
| Zscaler | Zuora uses Zscaler for GenAI visibility and data protection | Customer evidence · 21 Oct 2026 | 1 source · Vendor sources only |
| Singulr AI | Delta Dental Plans Association uses Singulr AI for continuous governance | Customer evidence · 19 Oct 2026 | 1 source · Vendor sources only |
| HiddenLayer | NetRise uses HiddenLayer to secure AI assets | Customer evidence · 19 Oct 2026 | 1 source · Vendor sources only |
| Zscaler | Hastings Direct uses Zscaler for Zero Trust AI protection | Customer evidence · 14 Oct 2026 | 1 source · Vendor sources only |
| Zscaler | Eaton uses Zscaler for AI tool visibility and data loss detection | Customer evidence · 8 Oct 2026 | 1 source · Vendor sources only |
| Kong | Prudential Financial, Nationwide, LPL Financial, SIX use Kong | Customer evidence · 8 Oct 2026 | 1 source · Vendor sources only |
| Hush Security | Hush Security launches Hush Entitlements for AI agent access | Product expansion · 14 Oct 2026 | 2 sources · Vendor sources only |
| Aembit | Aembit adds security for OpenAI Dots personal agents | Product expansion · 4 Nov 2026 | 1 source · Vendor sources only |
| CrowdStrike | CrowdStrike adds agent insider threat detection to Agentic SOC | Product expansion · 4 Nov 2026 | 1 source · Vendor sources only |
| Arthur AI | Arthur launches Deckard, open source scanner for rogue AI agents | Product expansion · 3 Nov 2026 | 1 source · Vendor sources only |
| CrowdStrike | CrowdStrike expands Falcon Adversary OverWatch to AI and Google Cloud | Product expansion · 30 Oct 2026 | 1 source · Vendor sources only |
| CrowdStrike | CrowdStrike launches Third-Party IOC Management for Falcon Next-Gen SIEM | Product expansion · 30 Oct 2026 | 1 source · Vendor sources only |
| Hush Security | Hush Security launches Agentic Issues for AI agent risk | Product expansion · 29 Oct 2026 | 1 source · Vendor sources only |
| Zscaler | Zscaler launches AI Endpoint Security for zero trust endpoint protection | Product expansion · 8 Oct 2026 | 1 source · Vendor sources only |
| Aurascape | Aurascape releases masking, expanded model policy, and enhanced reporting | Product expansion · 7 Oct 2026 | 1 source · Vendor sources only |
| CrowdStrike | CrowdStrike integrates Falcon sensor with Anthropic's Claude Cowork | Partnership · 3 Nov 2026 | 2 sources · Vendor sources only |
| F5 | F5 partners with NVIDIA on OpenShell security architecture | Partnership · 27 Oct 2026 | 2 sources · Vendor sources only |
| Palo Alto Networks | Palo Alto Networks partners with NVIDIA on agentic AI security | Partnership · 21 Oct 2026 | 2 sources · Vendor sources only |
| Straiker | Straiker partners with Workday on AI agent red-teaming | Partnership · 16 Oct 2026 | 2 sources · Vendor sources only |
| Token Security | Token Security integrates with Grok Build on coding agent security | Partnership · 14 Oct 2026 | 2 sources · Vendor sources only |
| CrowdStrike | CrowdStrike partners with Anthropic to protect Claude Cowork | Partnership · 4 Nov 2026 | 1 source · Vendor sources only |
| F5 | F5 partners with Red Hat on AI sovereignty architecture | Partnership · 4 Nov 2026 | 1 source · Vendor sources only |
| CrowdStrike | CrowdStrike, Dell and NVIDIA partner on Falcon for Dell AI Factory | Partnership · 2 Nov 2026 | 1 source · Vendor sources only |
| Palo Alto Networks | Palo Alto Networks integrates Cortex XDR with Claude Cowork | Partnership · 2 Nov 2026 | 1 source · Vendor sources only |
| SentinelOne | SentinelOne integrates runtime security with Anthropic's Claude Cowork | Partnership · 2 Nov 2026 | 1 source · Vendor sources only |
| Palo Alto Networks | Palo Alto Networks partners with Anthropic to secure Claude experiences | Partnership · 30 Oct 2026 | 1 source · Vendor sources only |
| Zscaler | Zscaler becomes launch partner for Mistral Large 4 AI model | Partnership · 29 Oct 2026 | 1 source · Vendor sources only |
| F5 | F5 partners with PT. Indosat Tbk on enterprise AI service | Partnership · 28 Oct 2026 | 1 source · Vendor sources only |
| Kong | ServiceNow and Kong partner to integrate Control Tower with Kong's API platform | Partnership · 28 Oct 2026 | 1 source · Vendor sources only |
| Token Security | Token Security partners with Simeio on AI agent identity governance | Partnership · 27 Oct 2026 | 1 source · Vendor sources only |
| F5 | F5 partners with Telenor AI Factory on sovereign AI infrastructure | Partnership · 22 Oct 2026 | 1 source · Vendor sources only |
| Check Point | Check Point partners with NVIDIA on OpenShell Reference Architecture | Partnership · 21 Oct 2026 | 1 source · Vendor sources only |
| Noma Security | Noma Security integrates AI-DR with NVIDIA OpenShell | Partnership · 21 Oct 2026 | 1 source · Vendor sources only |
| Zscaler | Zscaler integrates Zero Trust platform with NVIDIA OpenShell architecture | Partnership · 21 Oct 2026 | 1 source · Vendor sources only |
| Cisco | Cisco AI Defense integrates with Workday Agent Passport | Partnership · 20 Oct 2026 | 1 source · Vendor sources only |
| NeuralTrust | NeuralTrust partners with KPMG España on AI agent security | Partnership · 16 Oct 2026 | 1 source · Vendor sources only |
| CrowdStrike | CrowdStrike partnered with FBI to disrupt FAMOUS CHOLLIMA operation | Partnership · 13 Oct 2026 | 1 source · Vendor sources only |
| F5 | F5 partners with Salesforce to embed AI Guardrails in Agent Fabric | Partnership · 11 Oct 2026 | 1 source · Vendor sources only |
| Aembit | Aembit adds SPIFFE X.509-SVID and JWT-SVID support without SPIRE | Product launch · 27 Oct 2026 | 3 sources · Vendor sources only |
| Kong | Kong releases Insomnia 13.4 with enhanced Git support | Product launch · 29 Oct 2026 | 2 sources · Vendor sources only |
| Token Security | Token Security launches Rehearsal AI walkthrough feature | Product launch · 26 Oct 2026 | 2 sources · Vendor sources only |
| Palo Alto Networks | Palo Alto Networks launches Unit 42 Continuous Frontier AI Defense and Prisma AIRS on… | Product launch · 23 Oct 2026 | 2 sources · Vendor sources only |
| SentinelOne | SentinelOne adds PHP2Shell protection to Singularity Agent | Product launch · 21 Oct 2026 | 2 sources · Vendor sources only |
| Aembit | Aembit launches MCP Tool Filtering for AI agent authorization | Product launch · 15 Oct 2026 | 2 sources · Vendor sources only |
| Token Security | Token Security launches Agentic Universe educational hub | Product launch · 13 Oct 2026 | 2 sources · Vendor sources only |
| Kong | Kong launches Kong Token Vault for AI agents | Product launch · 4 Nov 2026 | 1 source · Vendor sources only |
| Noma Security | Noma Security launches Base44 Compliance API integration | Product launch · 4 Nov 2026 | 1 source · Vendor sources only |
| Token Security | Token Security launches Base44 Compliance API integration | Product launch · 4 Nov 2026 | 1 source · Vendor sources only |
| Cisco | Cisco launches Foundry platform for LLM security hypothesis verification | Product launch · 2 Nov 2026 | 1 source · Vendor sources only |
| Zenity | Zenity launches HAMMER maturity model for homegrown agent security | Product launch · 2 Nov 2026 | 1 source · Vendor sources only |
| Check Point | Check Point launches Maestro Hyperscale Orchestrator 200 | Product launch · 29 Oct 2026 | 1 source · Vendor sources only |
| Noma Security | Noma Security extends AI-DR protection to Grok Bot | Product launch · 29 Oct 2026 | 1 source · Vendor sources only |
| Vijil | Vijil launches Dome, an LLM gateway and guardrails solution | Product launch · 28 Oct 2026 | 1 source · Vendor sources only |
| Palo Alto Networks | Palo Alto Networks makes Idira agent identity security generally available in Prisma AIRS | Product launch · 27 Oct 2026 | 1 source · Vendor sources only |
| F5 | F5 adds agentic AI protections to Distributed Cloud Bot Defense | Product launch · 18 Oct 2026 | 1 source · Vendor sources only |
| Cloudflare | Cloudflare introduces continuous evaluation for Verified bots | Product launch · 16 Oct 2026 | 1 source · Vendor sources only |
| Kong | Kong launches KSAI agentic engineering platform | Product launch · 16 Oct 2026 | 1 source · Vendor sources only |
| Airia | Airia expands governance module with Two-Stage Intake and Living Disclosures | Product launch · 15 Oct 2026 | 1 source · Vendor sources only |
| Operant AI | Operant AI launches Agentic Commerce Defense in Agent Protector | Product launch · 15 Oct 2026 | 1 source · Vendor sources only |
| Zenity | Zenity launches Universal Runtime Control for Claude Enterprise | Product launch · 15 Oct 2026 | 1 source · Vendor sources only |
| Zenity | Zenity launches security controls for Anthropic's Claude Tag | Product launch · 8 Oct 2026 | 1 source · Vendor sources only |
| Enkrypt AI | Enkrypt AI integrates with ChatGPT Enterprise Compliance API | Product launch · 6 Oct 2026 | 1 source · Vendor sources only |
| Aurascape | Aurascape hires John Donnelly as VP of Channels | Executive appointment · 16 Oct 2026 | 2 sources · Vendor sources only |
| Check Point | Check Point appoints Rafi Kretchmer as Chief Marketing Officer | Executive appointment · 26 Oct 2026 | 1 source · Vendor sources only |
| Geordie AI | Geordie AI: 6 open roles | Hiring · this period | 1 source · Vendor sources only |
| Harmonic Security | Harmonic Security: 10 open roles | Hiring · this period | 1 source · Vendor sources only |
| HiddenLayer | HiddenLayer: 15 open roles | Hiring · this period | 1 source · Vendor sources only |
| MintMCP | MintMCP: 17 open roles | Hiring · this period | 1 source · Vendor sources only |
| NeuralTrust | NeuralTrust: 6 open roles | Hiring · this period | 1 source · Vendor sources only |
| Noma Security | Noma Security: 11 open roles | Hiring · this period | 1 source · Vendor sources only |
| Token Security | Token Security: 5 open roles | Hiring · this period | 1 source · Vendor sources only |
| WitnessAI | WitnessAI: 8 open roles | Hiring · this period | 1 source · Vendor sources only |
| Zenity | Zenity: 9 open roles | Hiring · this period | 1 source · Vendor sources only |
Most of the market is new: 25 of the 48 vendors with a known founding year were founded in 2023 or later.
Product news outweighs customer announcements. Of 95 developments, 50 were product launches or expansions, 24 partnerships and 14 customer or deployment announcements.
Activity is spread rather than concentrated: the three vendors hiring most hold 44% of 97 open roles (MintMCP alone 18%); the three most active accounts published 24% of 845 vendor posts; the three best-funded vendors hold 33% of disclosed funding; three vendors account for 36% of 95 developments.
10,310 records collected → 104 developments
Dreadnode's capabilities will be integrated into the Falcon platform.
Total funding reaches $76M; Harmonic protects AI use for enterprise employees.
Round brings total funding to $35 million; company reports 8x revenue growth and 5x customer growth since January 2026 launch.
The cybersecurity startup plans to expand engineering and go-to-market teams in the US and UK.Read more →
CrowdStrike announced expanded collaboration with NVIDIA to extend AI-native security from software to silicon, integrating Falcon Guardian with NVIDIA OpenShell secure runtime and planning integration with NVIDIA Sentry for in-silicon enforcement at NVIDIA GTC 2026.
Configuration mismatch triggered SGLang bug causing cross-request cache exposure; Cloudflare remediated with SGLang.
Also adds agent insider threat detection and expanded cloud coverage for AI security.
Tracks and attributes agent spending across teams, applications, and use cases rather than showing aggregated cloud invoices.
Administrators can revoke access for one user to a specific AI agent without disrupting other permissions.
DART uses adversarial agents for multi-turn testing, integrates with CI/CD, deploys on-prem or air-gapped.
The platform blocks attack chains on AI coding agents in under 0.2 milliseconds and is already proven in production.
Aembit's MCP Identity Gateway authenticates agents via Okta OIDC with full activity chain visibility.
Platform controls application business flows from user to project, endpoint to browser, and MCP servers to hooks.
AI-powered red teaming using SafeMind simulates attacks and validates defenses; both now in early access.
New offering addresses risks from AI agents accessing sensitive data and executing commands.
Extends AI security governance to robots, drones, factory equipment and building systems.
Cloudflare launched new analytics to understand personal agent access to sites and more granular access policies.
The initiative creates standardized detection language for defending against threats targeting autonomous AI agents.
Detection coverage through behavioral monitoring and exposure management tools for CVE-2026-109618 and CVE-2026-109619.
Platform integrates MCP gateway, LLM gateway, security monitoring, and agent management for production AI agents.
Open-source tool generates vulnerability fixes with evidence-based trust reports and self-challenge capabilities.
Cisco launched Privileged Infrastructure Access, granting administrators and AI agents temporary, task-specific privileges for network infrastructure work. The product addresses security risks from excessive standing access on routers and switches.
Two-person team automates ~7 hours weekly, runs 32 SOAR workflows, cut cyber insurance costs 45% saving ~$300,000 over three years.
CIO Lonnie Johnson quoted on confidence to adopt AI at scale without compromising security, compliance or governance.
Swimlane cut investigation and remediation from hours to minutes, saves 20-40 hours weekly, and blocks prompt injection inline.
After a phishing incident, BioIVT used Zscaler Zero Trust to gain insight into users, apps and GenAI activity.
The firm deployed WitnessAI in under two weeks for 30,000+ employees, with audit trails accepted by compliance and examiners.
World Wide Technology built LLMaaS on Kong AI Gateway, handling 4.2B tokens and 162 consumers in one month.
F5 is bringing advanced application delivery and security capabilities to Telenor AI Factory's sovereign AI infrastructure.
CISO Jonathan Jaffe quoted on 100% attack-detection accuracy, response time cut to milliseconds, zero customer data leaving cloud.
Zscaler helps Zuora gain visibility into GenAI tool usage and protect sensitive data.
CISO Alex Green describes how Singulr helps ensure AI policy holds as agents run autonomously.
NetRise used HiddenLayer to discover AI assets, assess risks, test adversarial resilience, and monitor production systems.
Hastings Direct discusses using Zscaler to boost productivity and stop AI-powered attacks.
Eaton used Zscaler's data loss detection to see who accessed AI tools, what was uploaded, and alerts needed.
SIX cut manual overhead by over 50% through GitOps automation on Kong.
Adds access context to non-human identities to reveal cloud permissions and reach.
Aembit now secures OpenAI Dots personal AI agents, expanding coverage of workforce, coding and personal agents.
New capabilities include risk scoring and multi-agent investigation tools; most launch Q4 2026, some available now.
Scanner detects agents across endpoints, cloud platforms, and logs, feeding findings to SIEM.
Adds 24/7 managed hunting for AI applications and deeper Google Cloud coverage without separate SKUs.
Feature enables ingestion and management of third-party threat intelligence alongside CrowdStrike's data.
Maps security issues to OWASP, NIST and MITRE frameworks with severity, owner and credential exposure data.
Extends AI-powered protection to endpoints applying zero trust to AI applications and agents on devices.
New release adds data masking, granular model controls, and improved MCP session visibility.
Beta integration deploys Falcon sensor inside Cowork VM for AI agent runtime visibility on macOS.
F5 teams with NVIDIA to provide out-of-band enforcement including hardware isolation and L4-L7 data protection.
Joint development of security solutions for autonomous AI systems accessing enterprise data.
Straiker became Workday's first security partner offering independent AI agent red-teaming for adversarial resilience testing.
Integration maps coding agents to owners, MCP servers and credentials for in-editor risk fixes.
CrowdStrike collaborates with Anthropic to provide security protection for Claude Cowork deployments.
F5 and Red Hat built a joint architecture covering encryption keys, AI inference, zero trust access, and sovereign IDMZ.
Falcon Guardian with NVIDIA OpenShell, Falcon Cloud Security, and Dell MDR available with AI infrastructure.
Integration between Cortex XDR and Claude Cowork secures AI agents operating on desktops outside traditional endpoint controls.
Integration places SentinelOne runtime security inside the VM where Claude for Business Cowork operates, supporting macOS and Windows.
The partnership enables single-configuration automated scanning across Claude experiences for sensitive data, malicious URLs and malicious code.
Zscaler will support applying Mistral's 1-trillion-parameter model for cybersecurity testing and policy enforcement.
F5 and PT. Indosat Tbk package model access, traffic routing, security and consumption controls for enterprise AI.
The integration provides unified governance for enterprise AI agents across multi-cloud environments.
The platform provides discovery, understanding and enforcement of least-privilege policies for shadow AI agents, with Simeio handling implementation.
F5 brings application delivery and security capabilities to Telenor AI Factory's sovereign AI infrastructure.
The partnership aims to guide AI agents back on task when recoverable and contain them when not, across four layers for autonomy with accountability.
Integration inspects requests for prompt injection and data leakage, with OpenShell enforcing verdicts outside agent process.
Zscaler supports NVIDIA OpenShell Reference Architecture, integrating Zero Trust with secure runtime for AI agents.
The integration is now in Early Access, providing verifiable identity and security documentation for enterprise AI agents.
Will implement agent governance controls that run on every tool call to block indirect prompt injection.
In September 2026 CrowdStrike assisted the FBI in disrupting North Korean laptop farms used for fraudulent remote employment.
Native integration delivers inline runtime protection against prompt injections and centralized policy enforcement for agentic apps.
The identity control plane now issues both credential types for workloads and AI agents without requiring SPIRE deployment.
The update responds to user feedback on CLI workflows, Git UI, and pre-v11 storage approaches.
The feature uses natural language prompts to navigate users through the platform automatically.
Products enable machine-speed defense with Frontier Virtual Patching and AI governance, retiring pre-committed OpenAI spend.
Detects and blocks attacks through process tree termination and threat hunting capabilities.
The feature enables fine-grained, least-privilege authorization for real-world MCP servers that bundle multiple tools together.
Free resource offers videos, guides, checklists, and tools for AI agent security created by practitioners.
Exposes SaaS services like GitHub, Figma and Salesforce as MCP servers via corporate SSO with governed OAuth.
Base44 Enterprise customers can now bring apps, AI agents, integrations and members into Noma for unified AI security visibility.
Base44 Enterprise customers can now bring apps, AI agents, integrations and members into Token Security for identity visibility.
Platform uses 'evidence gate' validation with demonstrated applications on Langflow, MLflow, and PyGoat.
Five-level framework with seven domains helps security teams assess homegrown AI agent risk.
400 GbE, up to 4.5 Tbps threat prevention, 4X capacity for AI hyperscale environments.
Real-time session monitoring with existing AI policies, no installation required.
Dome protects agents, enforces policies, and secures API access with short-lived tokens instead of long-lived keys.
The capability connects identity-based permissions with gateway enforcement for AI agents.
F5 introduced enhancements combining persistent device intelligence with agentic AI protections to distinguish legitimate AI agents from malicious bots.
System checks whether bots honor site preferences like robots.txt and HTTP 429s over time.
The platform evolved from a plugin marketplace into a workflow platform built around GitHub Actions as its runtime engine.
Two-Stage Intake lets teams register and assess use cases before building; Living Disclosures publishes notices from live governance data.
New feature adds inline detection and enforcement for AI agent payment transactions.
Uses Anthropic Inference Hooks to hold tool calls for allow-or-deny verdict before execution; no endpoint install.
Zenity for Claude Tag provides visibility, scoped boundaries, and inline runtime protection for the Slack teammate.
Integration scans workspace activity for prompt injection, policy violations, PII, and toxic content.
Donnelly has decades of enterprise tech sales experience, previously CRO at Qumulo and Aviatrix.
Kretchmer, with 20+ years experience, will lead global marketing and sharpen company narrative.
Everything matched to this market in the period, including general discussion and anything that did not become a development.
Products that protect AI systems themselves: the traffic between applications, agents, models and tools; the prompts, outputs and tool calls; the models and their supply chain; and the permissions and identities AI agents act with. It covers startups built for this and the AI security product lines of platform vendors, including those bought in.
Included: AI and LLM gateways with policy, routing and security controls; MCP and tool gateways; prompt-injection and jailbreak defence; AI firewalls and runtime guardrails; AI security posture management and AI asset discovery; AI agent governance, control planes and agent identity; AI red teaming, model testing and evaluation for security; shadow-AI discovery and AI data-use controls.
Excluded: AI used to do security work (AI SOC analysts, SIEM, XDR, SOAR); general identity, DLP, CASB and SASE suites without an AI-specific product; model observability and LLM evaluation with no security controls; AI ethics, fairness and compliance governance tools without security enforcement; deepfake and content detection; a vendor's business outside AI security.
Collection began 11 October 2026, so figures for this period are a floor. A comparison with the 30 days before will be available from 10 Dec 2026.
25 of the 48 vendors with a known founding year were founded in 2023 or later.
| CrowdStrike to acquire Dreadnode for automated AI security testing Acquisition · 3 Nov 2026 · Reported by multiple independent sources |
| Harmonic Security Raises $50 Million Series B, Enabling Safe AI Adoption for Millions More Employees Funding · seen 14 Oct 2026, date unknown · Reported by multiple independent sources |
| Rein Security Closes $25 Million Series A Funding · 8 Oct 2026 · Reported by multiple independent sources |
| Harmonic Security Raises $50 Million for Workforce AI Protection Funding · 14 Oct 2026 · Reported by multiple independent sources |
38 of 53 vendors have a published total, adding to $1.636B. The best-funded of them:
| Vendor | Disclosed total | Last round |
|---|---|---|
| Oasis Security | $195M | — |
| Zenity | $184M | Series C |
| HiddenLayer | $156M | Series B |
| Noma Security | $132M | — |
| Airia | $100M | Seed |
| WitnessAI | $86M | Undisclosed round |
| Straiker | $85M | Series A |
| Aurascape | $63M | Series A |
| Arthur AI | $60M | Undisclosed round |
| AIR Security | $50M | Seed |
| AWS & Crowdstrike Cybersecurity Accelerator | Geordie AI, Hush Security, Quilr, WitnessAI |
| Ten Eleven Ventures | Aembit, Geordie AI, Harmonic Security, HiddenLayer |
| CapitalG | Cloudflare, CrowdStrike, Zscaler |
| Employee Stock Option Fund | Cloudflare, CrowdStrike, Zscaler |
| Lightspeed Venture Partners | Clutch Security, Straiker, Zscaler |
| M12 - Microsoft's Venture Fund | Guardrails AI, HiddenLayer, Zenity |
| NetApp Excellerator | Enkrypt AI, Lasso Security, Portkey |
| Sequoia Capital | AIR Security, Cisco, Palo Alto Networks |
| Aaron Applbaum | Clutch Security, Lunar.dev |
| Acrew Capital | Aembit, Arthur AI |
| Adam Ely | Hush Security, Promptfoo |
| Alumni Ventures | Enkrypt AI, Operant AI |
| Aro Ventures | HiddenLayer, WitnessAI |
| AWS Startup Loft Accelerator | Lasso Security, Token Security |
| Ballistic Ventures | Aembit, WitnessAI |
| Battery Ventures | Hush Security, Operant AI |
| Crosspoint Capital Partners | Geordie AI, Harmonic Security |
| EIC Accelerator | DeepKeep, NeuralTrust |
| Flybridge | Portkey, TrojAI |
| Frederic Kerrest | MintMCP, Promptfoo |
| General Catalyst | Geordie AI, Repello AI |
| Gerhard Eschelbeck | Knostic, Zenity |
| Kevin Mahaffey | Knostic, Token Security |
| Lip-Bu Tan | Aurascape, Guardrails AI |
| Mayfield Fund | Aurascape, Vijil |
Crunchbase's own Growth and Attention (Heat) scores, 0 to 100, for reference.
Read for 47 of 48 vendors. Changes appear once the scores have been collected for a full period.
We found 97 open roles across 14 vendors.
MintMCP accounts for 17 of the 97 open roles, with HiddenLayer accounting for another 15.
| Token Security | -1.8% | 55 → 54 |
| Noma Security | -0.6% | 180 → 179 |
| AIR Security | +0.0% | 42 → 42 |
| Adversa AI | +0.0% | 19 → 19 |
| Aembit | +0.0% | 47 → 47 |
Average change from each vendor's first headcount count. Weeks covering fewer than half of the 53 vendors are less reliable.
428 of 1209 collected vendor posts contained a concrete company claim or announcement. The rest were commentary, event promotion or other non-company updates.
launch 142 research 110 award 72 partnership 45 customer 34 hiring 17 funding 14 acquisition 12 incident 10 other 4
Coverage in the week of 19 Oct 2026, the latest complete week, was mixed (+5%).
Share of articles classed positive minus share classed negative, by week. Weeks with too few classified articles are left blank.
Ranked on LinkedIn posts, open roles and outside articles in the last 30 days; the score averages the three ranks. Only vendors measured on all three are scored.
| Vendor | Score | Own posts | Open roles | Written about |
|---|---|---|---|---|
| Zenity | 93 | 37 | 9 | 16 |
| HiddenLayer | 79 | 15 | 15 | 4 |
| Noma Security | 79 | 41 | 11 | 1 |
| Token Security | 78 | 15 | 5 | 6 |
| Harmonic Security | 71 | 7 | 10 | 5 |
| Aembit | 69 | 26 | 0 | 6 |
| Rein Security | 68 | 20 | 0 | 9 |
| Kong | 67 | 22 | 0 | 6 |
| Cloudflare | 67 | 75 | 0 | 2 |
| Airia | 65 | 16 | 4 | 1 |
How 114 mentions by people outside these companies were split between them. The vendors' own posts are counted separately.
Vendors with fewer than five posts are left out.
| Vendor | Posts | Reactions/post | Mentions by others |
|---|---|---|---|
| Cloudflare | 75 | 68.2 | 2 |
| F5 | 69 | 28.8 | 0 |
| CrowdStrike | 63 | 153.7 | 0 |
| Zscaler | 56 | 63.9 | 1 |
| Noma Security | 41 | 52.7 | 1 |
| Zenity | 37 | 14.1 | 16 |
| Check Point | 37 | 92.7 | 0 |
| Palo Alto Networks | 35 | 238.0 | 2 |
| NeuralTrust | 28 | 13.8 | 0 |
| Aembit | 26 | 11.0 | 6 |
| Straiker | 26 | 46.4 | 3 |
| SentinelOne | 26 | 139.2 | 2 |
| AIR Security | 23 | 55.3 | 1 |
| Kong | 22 | 56.3 | 6 |
| Rein Security | 19 | 22.9 | 9 |
| Pillar Security | 19 | 17.2 | 4 |
| Cranium AI | 18 | 7.4 | 0 |
| Hush Security | 17 | 14.8 | 1 |
| Airia | 16 | 18.9 | 1 |
| Singulr AI | 16 | 10.6 | 0 |
Accounts with at least 3 posts in the period. Vendors' LinkedIn company posts are counted elsewhere; a vendor's own account here is marked as one.
| Account | Who | Platform | Posts | Reactions | Latest post |
|---|---|---|---|---|---|
| @papoo7.bsky.social | 221 followers A technical analyst and writer who critically examines AI security developments, particularly Anthropic's tools and models. Posts detailed commentary on LLM… | bluesky | 240 | 195 | 2026-10-30 |
| @getthebrief.bsky.social | Get The Brief · 68 followers Get The Brief is a daily news and explainer channel posting short-form videos on AI, science, geopolitics, and technology. They cover emerging threats and… | bluesky | 189 | 194 | 2026-10-25 |
| @undercode.bsky.social | Undercode Testing · 619 followers Undercode Testing is a platform dedicated to analyzing hacking techniques, monitoring hacker posts, and covering the latest in bug bounty tactics and… | bluesky | 105 | 94 | 2026-11-04 |
| @undercodenews.bsky.social | Undercode News · 519 followers Undercode News is a tech news hub focused on covering AI security, developer tools, and emerging threats. They publish detailed coverage of software updates… | bluesky | 59 | 44 | 2026-11-04 |
| @communityaws.bsky.social | Vendor staff (Amazon Web Services (AWS)) · AWS Builders Center on 🦋 · 254 followers AWS Builders Center is an official AWS community platform that curates and shares educational content from AWS builders and practitioners. The account posts… | bluesky | 46 | 24 | 2026-11-03 |
| @bigearthdata.ai | Climate, Ecology, War & More: Dr. Glen Barry BigEarthData.ai · 8,345 followers BigEarthData.ai is an environmental and climate-focused platform founded by Dr. Glen Barry that curates news and analysis on ecology, environmental policy, and… | bluesky | 43 | 38 | 2026-11-04 |
| @hacker.at.thenote.app | Hacker & Security News · 1,286 followers A news aggregation account that curates and shares security and hacking news from multiple sources including Hacker News, LifeHacker, and Security Boulevard.… | bluesky | 37 | 30 | 2026-10-29 |
| @vinkius-mcp-ai.bsky.social | Vendor (Vinkius) · Vinkius · 297 followers Vinkius is an enterprise AI integration platform and marketplace for Model Context Protocol (MCP) servers that enables secure connection of autonomous AI… | bluesky | 37 | 13 | 2026-11-04 |
| @broker-wise.bsky.social | Vendor staff (broker-wise.com) · 31 followers Broker-wise is a service provider focused on AI security and risk management for real estate brokerages. They publish location-specific content addressing… | bluesky | 37 | 4 | 2026-11-03 |
| @opsmatters.com | OpsMatters · 436 followers OpsMatters is a technology news and updates platform that aggregates and publishes the latest product releases, feature announcements, and thought leadership… | bluesky | 35 | 30 | 2026-11-03 |
| @trynoguard.bsky.social | Vendor (Aether AI) · Aether Ai · 166 followers Aether AI is a platform and content creator focused on 'uncensored' and unrestricted AI models, promoting bypass techniques for safety guardrails and offering… | bluesky | 34 | 19 | 2026-11-04 |
| @deployedbyai.bsky.social | deployedbyai · 19 followers deployedbyai is a news/monitoring service that tracks AI product launches and feature releases from major vendors like Vercel, Google Cloud, Microsoft… | bluesky | 30 | 49 | 2026-11-04 |
| @arc-codex.com | Ross Nesbitt · 640 followers Ross Nesbitt is a webmaster and cloud infrastructure specialist who publishes critical technical analysis of AI security products and platforms. Posts… | bluesky | 29 | 7 | 2026-11-04 |
| @operandicat.bsky.social | Operandi · 306 followers Operandi is an automated content generation account that posts AI-related articles across diverse topics including AI security, agentic systems, compliance… | bluesky | 29 | 4 | 2026-11-04 |
| @_cybersecurity_ | _cybersecurity_ A cybersecurity-focused account that analyzes AI security vulnerabilities, attacks, and defenses. Posts extensively about AI chatbots, agents, prompt injection… | 27 | 95 | 2026-11-03 | |
| @feedbot.unronritaro.net | 116 followers An automated RSS feed aggregator that reposts articles from multiple technology sources. Focuses on web development, Rust programming, AWS infrastructure, and… | bluesky | 27 | 19 | 2026-11-04 |
| @cscr-bot.bsky.social | arXiv cs.CR Cryptography and Security · 136 followers An automated bot that publishes new papers from arXiv's Cryptography and Security (cs.CR) category to Bluesky. The account shares academic research abstracts… | bluesky | 26 | 2 | 2026-11-04 |
| @llmrt97173.pds.clear.community | 3 followers A security researcher and technical writer who publishes detailed investigations into AI security vulnerabilities, prompt injection flaws, and payment system… | bluesky | 26 | 0 | 2026-10-31 |
| @ClaudeAI-mod-bot | Wilson Wilson is an advanced technical practitioner focused on AI security and safe deployment practices for Claude. They develop and share workflows for code review… | 22 | 22 | 2026-11-04 | |
| @watchrrnews.bsky.social | Watchrr · 83 followers Watchrr is a real-time monitoring service that tracks digital outages, incidents, and service recoveries across major cloud and API platforms. They post live… | bluesky | 22 | 16 | 2026-11-04 |
@wallstengine · twitter · 170 reactions, comments and reposts
Practitioner and analyst discussion of the market, not vendor news.
Sorted by collection state, then by the date of each vendor's latest development, then by name.
| Vendor | Status | Country | Founded | LinkedIn headcount | Disclosed funding | Developments, 30d | Open roles | Latest development |
|---|---|---|---|---|---|---|---|---|
| Aembit | Changed | United States | 2021 | 47 | $42M | 5 | 0 | 2026-11-04 |
| Cloudflare | Changed | United States | 2009 | 7317 | Undisclosed | 4 | 0 | 2026-11-04 |
| CrowdStrike | Changed | United States | 2011 | 11980 | Undisclosed | 13 | 0 | 2026-11-04 |
| F5 | Changed | United States | 1996 | 6279 | Undisclosed | 7 | 0 | 2026-11-04 |
| Kong | Changed | United States | 2009 | 1085 | Undisclosed | 7 | 0 | 2026-11-04 |
| Noma Security | Changed | Israel | 2023 | 179 | $132M | 4 | 11 | 2026-11-04 |
| Rein Security | Changed | United States | 2024 | 36 | $33M | 3 | 0 | 2026-11-04 |
| Singulr AI | Changed | United States | 2023 | 60 | $10M | 2 | 0 | 2026-11-04 |
| Token Security | Changed | Israel | 2023 | 54 | $27M | 6 | 5 | 2026-11-04 |
| Arthur AI | Changed | United States | 2018 | 33 | $60M | 1 | 2 | 2026-11-03 |
| Cisco | Changed | United States | 1984 | 95312 | Undisclosed | 5 | 0 | 2026-11-02 |
| Palo Alto Networks | Changed | United States | 2005 | 23805 | Undisclosed | 6 | 0 | 2026-11-02 |
| SentinelOne | Changed | United States | 2013 | 2997 | Undisclosed | 2 | 0 | 2026-11-02 |
| Zenity | Changed | Israel | 2021 | 267 | $184M | 4 | 9 | 2026-11-02 |
| Adversa AI | Changed | Israel | 2021 | 19 | Undisclosed | 1 | 0 | 2026-10-29 |
| Check Point | Changed | Israel | 1993 | 8646 | Undisclosed | 3 | 0 | 2026-10-29 |
| Hush Security | Changed | Israel | 2024 | 43 | $41M | 2 | 0 | 2026-10-29 |
| Zscaler | Changed | United States | 2007 | 9663 | Undisclosed | 7 | 0 | 2026-10-29 |
| Vijil | Changed | United States | 2023 | 39 | $23M | 2 | 0 | 2026-10-28 |
| WitnessAI | Changed | United States | 2023 | 107 | $86M | 2 | 8 | 2026-10-27 |
| Knostic | Changed | United States | 2023 | 36 | $14M | 2 | 0 | 2026-10-22 |
| HiddenLayer | Changed | United States | 2022 | 184 | $156M | 2 | 15 | 2026-10-19 |
| Aurascape | Changed | United States | 2024 | 85 | $63M | 2 | 0 | 2026-10-16 |
| NeuralTrust | Changed | Spain | 2022 | 36 | $20M | 2 | 6 | 2026-10-16 |
| Straiker | Changed | United States | 2024 | 103 | $85M | 1 | 0 | 2026-10-16 |
| Airia | Changed | United States | 2024 | 155 | $100M | 1 | 4 | 2026-10-15 |
| Operant AI | Changed | United States | 2021 | 41 | $14M | 1 | 0 | 2026-10-15 |
| Harmonic Security | Changed | United States | 2023 | 87 | $24M | 3 | 10 | 2026-10-14 |
| MintMCP | Changed | United States | 2023 | 15 | Undisclosed | 2 | 17 | 2026-10-12 |
| Enkrypt AI | Changed | United States | 2022 | 14 | $2M | 1 | 0 | 2026-10-06 |
| AIR Security | No change | Israel | 2026 | 42 | $50M | 0 | 0 | — |
| Clutch Security | No change | Israel | 2023 | 79 | $28M | 0 | 0 | — |
| DeepKeep | No change | Israel | 2021 | 33 | $10M | 0 | 0 | — |
| Geordie AI | No change | United Kingdom | 2025 | 68 | $36M | 1 | 6 | — |
| Giskard | No change | France | 2021 | 21 | $2M | 0 | 0 | — |
| Guardrails AI | No change | United States | 2023 | 7 | $8M | 0 | 0 | — |
| Highflame | No change | United States | 2024 | 12 | Undisclosed | 0 | 0 | — |
| Lasso Security | No change | Israel | 2023 | 65 | $36M | 0 | 0 | — |
| Lunar.dev | No change | United States | 2022 | 18 | $6M | 0 | 0 | — |
| Mindgard | No change | United Kingdom | 2022 | 39 | $42M | 0 | 1 | — |
| Oasis Security | No change | Israel | 2022 | 144 | $195M | 0 | 0 | — |
| Optimus Labs | No change | United States | 2025 | 3 | Undisclosed | 0 | 0 | — |
| Pillar Security | No change | United States | 2023 | 32 | $9M | 0 | 0 | — |
| Quilr | No change | United States | 2024 | 91 | Undisclosed | 0 | 2 | — |
| Repello AI | No change | United States | 2024 | 12 | $1M | 0 | 0 | — |
| Zaun | No change | United States | 2024 | 13 | $2M | 0 | 0 | — |
| Cranium AI | Incomplete | United States | 2023 | 87 | $32M | 0 | 1 | — |
| Lumeus.ai | Incomplete | United States | 2021 | 4 | $6M | 0 | 0 | — |
| Katanemo | — | United States | 2022 | 2 | Undisclosed | 0 | 0 | — |
| Natoma | — | United States | 2024 | 6 | $7M | 0 | 0 | — |
| Portkey | — | United States | 2023 | 19 | $18M | 0 | 0 | — |
| Promptfoo | — | United States | 2024 | 3 | $23M | 0 | 0 | — |
| TrojAI | — | Canada | 2019 | 7 | $9M | 0 | 0 | — |
A dash under developments or open roles means collection is paused for that vendor.
Send us a story about Securing AI that is not here, tell us your company belongs on the list. We read everything; what goes on the page is our call.
Everything here is open to read. If you want the data in your own tools, the intelligence feed starts at $139 a month, or ask about data access below.
Choosing a product in this market? Advisory helps buyers build a shortlist, test vendor claims and plan a proof of concept.
A product launch is a statement that something is available; it says nothing about adoption, which this report reads only from customer evidence. A funding round is capital raised, not revenue. A partnership is an agreement, not sales. An acquisition is a change of owner, not of product. The "why it matters" column therefore states only what the source itself says about the event — the product, the amount, the partner, the buyer — and is left empty when the source says nothing more than the headline.
Per source: vendors it could read, set up for it, attempted, and read successfully.
| Source | State | Eligible | Configured | Attempted | Collected | Notes |
|---|---|---|---|---|---|---|
| Company posts (LinkedIn) | checked | 53 / 48 | 53 | 53 | 53 | |
| Company profiles and headcount (LinkedIn) | checked | 53 / 48 | 53 | 53 | 53 | |
| Job listings (LinkedIn) | checked | 53 / 48 | 53 | 53 | 53 | |
| Funding stages, investors and scores (Crunchbase) | checked | 53 / 48 | 53 | 53 | 53 | |
| Vendor site updates (vendor website / RSS) | some vendors checked | 53 / 48 | 53 | 48 | 48 | we checked 48 of the 53 vendors we have a way to look up |
| Finding a vendor's feed (vendor website) | last check is out of date | 53 / 48 | 53 | 53 | 53 | we last checked 23 days ago, and we aim to check every 7 days |
| Job listings (the company's own hiring system) | checked | 13 / 48 | 13 | 13 | 13 | |
| Finding a vendor's hiring system (vendor website) | checked | 53 / 48 | 53 | 53 | 53 |
Not read for this market: Job listings (experimental) (Indeed) (we do not search Indeed on a schedule, so job counts here cover LinkedIn and the vendors' own careers pages only); Funding and ownership (PitchBook) (we do not track PitchBook for these vendors); Company profile and contacts (ZoomInfo) (we do not track ZoomInfo for these vendors).
| Coverage | Vendors | % |
|---|---|---|
| Being watched | 48 / 48 | 100% |
| We have seen something from | 48 / 48 | 100% |
| Posting on LinkedIn in the period | 53 / 48 | 110% |
| Crunchbase profile read | 47 / 53 | 89% |
| Have public job listings | 14 / 48 | 29% |
Of the 48 vendors, 30 had a development, 16 were watched and had none, 2 were only partly collected.
Aunoo matches everything it collects against the phrases that define this market and the names of its vendors. Company and funding details come from LinkedIn and Crunchbase.
Collection began 11 October 2026; anything dated earlier was collected afterwards as backlog.
A development is one event, however many records discuss it: records about the same vendor and the same kind of event, within two weeks of each other, sharing a name or subject, are merged and all stay linked under it. “Reported independently” means another source carried the same event, not that anyone verified it.
Each source, where it is published, and the provider we get it through.
| What | Published on | We get it from | Whose words |
|---|---|---|---|
| Company posts | Bright Data | vendor-owned | |
| Company profiles and headcount | Bright Data | vendor profile | |
| Job listings | Bright Data | vendor-associated | |
| Job listings (experimental) | Indeed | Bright Data | vendor-associated; we have not yet checked that every listing is the vendor's own |
| Practitioner discussion | X (Twitter), Reddit, TikTok and Instagram | Xpoz | third-party (earned) |
| Practitioner discussion | Bluesky | Bluesky (direct) | third-party (earned) |
| Employee reviews | Glassdoor | OpenWebNinja | third-party (current and former staff) |
| News | the publication itself | configured news/RSS feeds | third-party (earned) |
| Vendor site updates | vendor website / RSS | site and RSS collector | vendor-owned |
| Job listings | the company's own hiring system | the hiring system's public job board API | vendor-associated |
| Finding a vendor's hiring system | vendor website | site collector | vendor-owned |
| Finding a vendor's feed | vendor website | site and RSS collector | vendor-owned |
| Funding and ownership | PitchBook | Bright Data | third-party company data |
| Company profile and contacts | ZoomInfo | Bright Data | third-party company data |
| Funding stages, investors and scores | Crunchbase | Bright Data | third-party company data |
| Disclosed funding totals | imported workbook | operator import | third-party company data |
We add up the most recent employee count each vendor shows on LinkedIn. Some companies publish a range instead of a number, like 51-200. We leave those out rather than guess, and we leave out vendors we have no headcount for rather than count them as zero.
Counts the latest exact employee count for each vendor, out of vendors whose LinkedIn profile we have read recently.
Posts a vendor put out on its own LinkedIn account during the period. If a vendor reshared somebody else's post, we count that separately, because resharing is not the same as having something to say.
Counts posts from the vendors' own LinkedIn accounts, out of vendors whose posts we managed to collect, over the last 30 days.
Vendor posts are classed as announcement (a company event or verifiable update), commentary (interpretation or educational material), promotion (marketing with no event in it) or unreviewed.
A development is an acquisition, funding, product launch or expansion, partnership, customer or deployment, executive appointment, hiring above a floor, headcount change, or a market entry or exit. A vendor's own post counts when the review pass judged it a concrete announcement; a third-party page counts when its headline says so and it names a tracked vendor. Practitioner posts attach as evidence to a development or are listed as discussion. Job-seeking posts, course completions, adverts and market-size reports are filtered out.